4 papers
Grounded and Faithful P&ID Reasoning: Constraining Vision-Language Models with Recovered Evidence Graphs
Prathamesh Gadekar, Sagar Srinivas Sakhinana, Venkataramana Runkana
Piping and Instrumentation Diagrams (P&IDs) are the authoritative maps of process plants: isolation, maintenance, and HAZOP decisions depend on what connects to what. Vision-langua…
Graph, Loop, and Harness Engineering for Zero-Trust Agentic Data Engineering and Analytical Processing
Sagar Srinivas Sakhinana, Venkataramana Runkana
Large language model agents increasingly automate data workflows, but end-to-end cloud data engineering and analytical execution require reliable coordination across code, data, in…
Towards Agentic Cloud Engineering: Graph and Loop Engineering with a Zero-Trust Agent Harness
Sagar Srinivas Sakhinana, Venkataramana Runkana
Agentic AI is enabling cloud-based workflows in which autonomous agents reason over operational state, invoke authorized tools, modify software and infrastructure, deploy services,…
Forward-Deployed Full-Stack Engineering for Autonomous Cloud MLOps
Sagar Srinivas Sakhinana, Venkataramana Runkana
Across industries, machine-learning systems support applications ranging from prediction and anomaly detection to forecasting, optimization, and scheduling, yet operationalizing th…